feat(safety): Uncertainty band LLM escalation for AutonomyController #6760

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opened 2026-04-10 02:01:49 +00:00 by drew · 4 comments

drew commented 2026-04-10 02:01:49 +00:00

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Overview

Add an optional LLM-based second stage to the existing AutonomyController that activates only when the heuristic confidence score falls within an uncertainty band around the active automation profile threshold. This augments the existing Semantic Escalation system without replacing it.

Gap Being Filled

The current AutonomyController computes confidence from four heuristic factors: past success rate, codebase familiarity, risk assessment, and invariant complexity. These are population-level statistics about operation types on a project — they are completely blind to the specific content of the tool call being evaluated right now.

Example: The execute_command threshold is set to 0.7. The system scores 0.82 based on historical success rates on this project and proceeds automatically. But the specific command being attempted is git reset --hard HEAD~10 on a branch with uncommitted work. The heuristic score cannot see that. In ci or full-auto mode, this matters.

The gap: Semantic Escalation knows nothing about what is in the tool call — only the statistical history of that operation type on this project.

Proposed Design

`
Stage 1 (existing): Heuristic AutonomyController — always runs, zero LLM cost
├── score >= threshold + margin → proceed automatically (no LLM call)
├── score <= threshold - margin → escalate to user (no LLM call)
└── score within uncertainty band → Stage 2

Stage 2 (new): Cheap LLM evaluator reads actual tool call name + args + context
├── safe → proceed automatically
└── unsafe → escalate or request confirmation
`

• Uncertainty band (e.g., ±0.10 around the threshold, configurable) means the LLM is only invoked when the heuristic is genuinely ambiguous — roughly 10–20% of decisions in practice.
• Result caching by hash of (tool name + argument fingerprint + operation type) with a configurable TTL (default: 1 hour) to avoid redundant calls for identical repeated operations.
• Model selection via a new escalation.classifier.model config key, following the pattern of the existing context.summarize.model setting. Set to a cheap/fast model by default.
• Integration point: Optional llm_classifier dependency injected into AutonomyController. When absent, behaviour is identical to today.

Inspiration from Claude Code

This is adapted from Claude Code's YOLO Classifier (yoloClassifier.ts), revealed in the March 2026 source map leak. CC uses a two-stage pipeline for auto-mode tool call evaluation:

• Stage 1: Cheap model (Haiku), stop sequences forcing binary yes/no output, 64-token max, temperature 0. Cache hit rate ~60–80%, making most Stage 1 decisions free.
• Stage 2: Frontier model, full chain-of-thought, 4,096 tokens. Only reached for borderline cases.

The adaptation fits within CleverAgents' existing Semantic Escalation architecture rather than introducing a parallel system. CC's YOLO is per-tool-call; this proposal makes the LLM an augmentation of the existing heuristic, not a replacement.

Recommendation

If approved, update:

• Specification §Automation & Safety > Semantic Escalation (~line 28659): document the two-stage option
• ADR-017 (Automation Profiles): note optional llm_classifier enhancement
• Config reference: add escalation.classifier.model and escalation.classifier.uncertainty-band keys
• Implementation: extend src/cleveragents/application/services/autonomy_controller.py

## Overview Add an optional LLM-based second stage to the existing `AutonomyController` that activates **only when the heuristic confidence score falls within an uncertainty band** around the active automation profile threshold. This augments the existing Semantic Escalation system without replacing it. ## Gap Being Filled The current `AutonomyController` computes confidence from four heuristic factors: past success rate, codebase familiarity, risk assessment, and invariant complexity. These are **population-level statistics** about operation types on a project — they are completely blind to the specific content of the tool call being evaluated right now. **Example:** The `execute_command` threshold is set to 0.7. The system scores 0.82 based on historical success rates on this project and proceeds automatically. But the specific command being attempted is `git reset --hard HEAD~10` on a branch with uncommitted work. The heuristic score cannot see that. In `ci` or `full-auto` mode, this matters. **The gap:** Semantic Escalation knows nothing about *what is in* the tool call — only the statistical history of that operation type on this project. ## Proposed Design ` Stage 1 (existing): Heuristic AutonomyController — always runs, zero LLM cost ├── score >= threshold + margin → proceed automatically (no LLM call) ├── score <= threshold - margin → escalate to user (no LLM call) └── score within uncertainty band → Stage 2 Stage 2 (new): Cheap LLM evaluator reads actual tool call name + args + context ├── safe → proceed automatically └── unsafe → escalate or request confirmation ` - **Uncertainty band** (e.g., ±0.10 around the threshold, configurable) means the LLM is only invoked when the heuristic is genuinely ambiguous — roughly 10–20% of decisions in practice. - **Result caching** by hash of (tool name + argument fingerprint + operation type) with a configurable TTL (default: 1 hour) to avoid redundant calls for identical repeated operations. - **Model selection** via a new `escalation.classifier.model` config key, following the pattern of the existing `context.summarize.model` setting. Set to a cheap/fast model by default. - **Integration point:** Optional `llm_classifier` dependency injected into `AutonomyController`. When absent, behaviour is identical to today. ## Inspiration from Claude Code This is adapted from Claude Code's **YOLO Classifier** (`yoloClassifier.ts`), revealed in the March 2026 source map leak. CC uses a two-stage pipeline for auto-mode tool call evaluation: - **Stage 1:** Cheap model (Haiku), stop sequences forcing binary ` yes `/` no ` output, 64-token max, temperature 0. Cache hit rate ~60–80%, making most Stage 1 decisions free. - **Stage 2:** Frontier model, full chain-of-thought, 4,096 tokens. Only reached for borderline cases. The adaptation fits within CleverAgents' existing Semantic Escalation architecture rather than introducing a parallel system. CC's YOLO is per-tool-call; this proposal makes the LLM an *augmentation* of the existing heuristic, not a replacement. ## Recommendation If approved, update: - **Specification** §Automation & Safety > Semantic Escalation (~line 28659): document the two-stage option - **ADR-017** (Automation Profiles): note optional `llm_classifier` enhancement - **Config reference**: add `escalation.classifier.model` and `escalation.classifier.uncertainty-band` keys - **Implementation**: extend `src/cleveragents/application/services/autonomy_controller.py`

drew added the

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labels 2026-04-10 02:01:49 +00:00

freemo was assigned by drew 2026-04-10 02:01:49 +00:00

HAL9000 referenced this issue 2026-04-10 04:27:33 +00:00

AUTO-PROD-BLDR: Product Builder Session — v3.7.0 Production Ready #6870

HAL9000 referenced this issue 2026-04-10 04:27:53 +00:00

AUTO-PROD-BLDR: Product Builder Session — v3.7.0 Production Ready #6870

HAL9000 commented 2026-04-10 04:28:01 +00:00

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Thank you for filing this proposal, @drew. I have reviewed it.

This issue carries the Needs Feedback label, indicating it is a proposal awaiting project owner review. I will not modify its state, priority, or milestone — those decisions belong to the project owner (@freemo).

Summary of the proposal: Add an optional LLM-based second stage to the existing AutonomyController that activates only when the heuristic confidence score falls within an uncertainty band around the active automation profile threshold. This augments (not replaces) the existing Semantic Escalation system. The LLM is only invoked for genuinely ambiguous decisions (~10-20% in practice), with result caching to avoid redundant calls.

Completeness assessment: This proposal is well-structured and detailed. It includes:

• Clear gap analysis with a concrete example (git reset --hard on uncommitted work)
• Concrete proposed design with a decision tree diagram
• Uncertainty band, result caching, and model selection details
• Inspiration from Claude Code's YOLO Classifier two-stage pipeline
• Specific files and spec sections to update if approved

What happens next: The project owner (@freemo) needs to review this proposal and either:

1. Approve it — at which point the Needs Feedback label is removed and implementation issues are created
2. Request changes — provide feedback in comments
3. Decline it — close with a State/Wont Do label and explanation

I will monitor this issue and respond to any questions or comments.

---

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Thank you for filing this proposal, @drew. I have reviewed it. This issue carries the `Needs Feedback` label, indicating it is a proposal awaiting project owner review. I will not modify its state, priority, or milestone — those decisions belong to the project owner (@freemo). **Summary of the proposal:** Add an optional LLM-based second stage to the existing `AutonomyController` that activates only when the heuristic confidence score falls within an uncertainty band around the active automation profile threshold. This augments (not replaces) the existing Semantic Escalation system. The LLM is only invoked for genuinely ambiguous decisions (~10-20% in practice), with result caching to avoid redundant calls. **Completeness assessment:** This proposal is well-structured and detailed. It includes: - Clear gap analysis with a concrete example (git reset --hard on uncommitted work) - Concrete proposed design with a decision tree diagram - Uncertainty band, result caching, and model selection details - Inspiration from Claude Code's YOLO Classifier two-stage pipeline - Specific files and spec sections to update if approved **What happens next:** The project owner (@freemo) needs to review this proposal and either: 1. Approve it — at which point the `Needs Feedback` label is removed and implementation issues are created 2. Request changes — provide feedback in comments 3. Decline it — close with a `State/Wont Do` label and explanation I will monitor this issue and respond to any questions or comments. --- **Automated by CleverAgents Bot** Supervisor: Human Liaison | Agent: human-liaison

HAL9000 referenced this issue from a commit 2026-04-10 04:34:26 +00:00

docs(spec): architecture cycle 25 — model_tier, autonomous shell blocking, in-actor compaction, uncertainty band escalation

HAL9000 referenced this issue from a pull request that will close it, 2026-04-10 04:34:53 +00:00

docs(spec): architecture cycle 25 — model_tier, autonomous shell blocking, in-actor compaction, uncertainty band escalation #6884

HAL9000 referenced this issue 2026-04-10 04:35:30 +00:00

AUTO-PROD-BLDR: Product Builder Session — v3.7.0 Production Ready #6870

HAL9000 referenced this issue 2026-04-10 04:38:39 +00:00

docs(spec): architecture cycle 25 — model_tier, autonomous shell blocking, in-actor compaction, uncertainty band escalation #6884

HAL9000 commented 2026-04-10 04:39:17 +00:00

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Update: The architecture agent has reviewed this proposal and created PR #6884 with the corresponding specification update.

Status: PR #6884 is open and awaiting human review from @freemo. Once approved and merged, this issue will be closed and implementation issues will be created.

The spec PR covers all four proposals from @drew (#6760, #6761, #6763, #6765) in a single architectural cycle.

---

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Update: The architecture agent has reviewed this proposal and created PR #6884 with the corresponding specification update. **Status:** PR #6884 is open and awaiting human review from @freemo. Once approved and merged, this issue will be closed and implementation issues will be created. The spec PR covers all four proposals from @drew (#6760, #6761, #6763, #6765) in a single architectural cycle. --- **Automated by CleverAgents Bot** Supervisor: Human Liaison | Agent: human-liaison

HAL9000 referenced this issue 2026-04-10 04:39:18 +00:00

feat(acms): In-actor conversation history compaction for long Execute sessions #6761

HAL9000 referenced this issue 2026-04-10 04:39:20 +00:00

feat(safety): Connect Safety Profile to ShellSafetyService for autonomous-mode hard gates #6763

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feat(actor): Node-level model_tier field in actor YAML config for cost-aware LLM selection #6765

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AUTO-PROD-BLDR: Product Builder Session — v3.7.0 Production Ready #6870

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AUTO-PROD-BLDR: Product Builder Session — v3.7.0 Production Ready #6870

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[AUTO-ARCH] Architecture Review (Cycle 1) #6934

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HAL9000 commented 2026-04-10 05:57:52 +00:00

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Label compliance fix applied: Added missing Priority/Backlog label. Feature proposals without a milestone default to backlog priority per CONTRIBUTING.md.

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Label compliance fix applied: Added missing `Priority/Backlog` label. Feature proposals without a milestone default to backlog priority per CONTRIBUTING.md. --- **Automated by CleverAgents Bot** Supervisor: Backlog Grooming | Agent: backlog-groomer

HAL9000 added a new dependency 2026-04-10 06:10:52 +00:00

#6884 docs(spec): architecture cycle 25 — model_tier, autonomous shell blocking, in-actor compaction, uncertainty band escalation

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docs(spec): architecture cycle 25 — model_tier, autonomous shell blocking, in-actor compaction, uncertainty band escalation

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docs(spec): architecture cycle 25 — model_tier, autonomous shell blocking, in-actor compaction, uncertainty band escalation #6884

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docs(spec): architecture cycle 25 — model_tier, autonomous shell blocking, in-actor compaction, uncertainty band escalation #6884

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docs(spec): architecture cycle 25 — model_tier, autonomous shell blocking, in-actor compaction, uncertainty band escalation #6884

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docs(spec): architecture cycle 25 — model_tier, autonomous shell blocking, in-actor compaction, uncertainty band escalation

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docs(spec): architecture cycle 25 — model_tier, autonomous shell blocking, in-actor compaction, uncertainty band escalation

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docs(spec): architecture cycle 25 — model_tier, autonomous shell blocking, in-actor compaction, uncertainty band escalation #6884

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docs(spec): architecture cycle 25 — model_tier, autonomous shell blocking, in-actor compaction, uncertainty band escalation

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docs(spec): architecture cycle 25 — model_tier, autonomous shell blocking, in-actor compaction, uncertainty band escalation #6884

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docs(spec): architecture cycle 25 — model_tier, autonomous shell blocking, in-actor compaction, uncertainty band escalation

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docs(spec): architecture cycle 25 — model_tier, autonomous shell blocking, in-actor compaction, uncertainty band escalation #6884

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HAL9000 commented 2026-04-14 07:19:55 +00:00

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✅ Verified — Feature discussion: uncertainty band LLM escalation for AutonomyController. MoSCoW: Could-have. Priority: Low — future enhancement.

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✅ **Verified** — Feature discussion: uncertainty band LLM escalation for AutonomyController. MoSCoW: Could-have. Priority: Low — future enhancement. --- **Automated by CleverAgents Bot** Supervisor: Project Owner | Agent: project-owner-pool-supervisor

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docs(spec): architecture cycle 25 — model_tier, autonomous shell blocking, in-actor compaction, uncertainty band escalation #6884

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docs(spec): architecture cycle 25 — model_tier, autonomous shell blocking, in-actor compaction, uncertainty band escalation

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auto/claimed-merge

Currently being processed by the merge driver.

  

auto/claimed-reviewer

Currently being processed by a reviewer worker.

  

auto/driver-down

Merge driver heartbeat stale; pipeline halted. Closed automatically on next clean tick.

  

auto/invariant-violation

Detected master commit violating the strict merge invariant. Tracked as an issue (not a PR label); kept here for label completeness.

  

auto/last-attempt-tier-0

In-cycle escalation: most recent attempt ran at the Tier 0 slot (`tier-0`). Slot's model defined in .opencode/models/tiers.yaml.

  

auto/last-attempt-tier-1

In-cycle escalation: most recent attempt ran at the Tier 1 slot (`tier-1`). Slot's model defined in .opencode/models/tiers.yaml.

  

auto/last-attempt-tier-2

In-cycle escalation: most recent attempt ran at the Tier 2 slot (`tier-2`). Slot's model defined in .opencode/models/tiers.yaml. Gated behind IMPLEMENTER_ESCALATION_TIER2_ENABLED.

  

auto/last-attempt-tier-min

In-cycle escalation: most recent attempt ran at the Tier -1 slot (`tier-min`). Slot's model defined in .opencode/models/tiers.yaml. Suffix is ``-min`` (not ``--1``) so the Forgejo UI reads naturally.

  

Automation Tracking

Tracking issues used by the AI Automation system for agents to communicate and report.

  

auto/needs-conflict-resolution

Rebase conflict needs LLM conflict-resolver.

  

auto/needs-implementer

Failing CI needs implementer attention.

  

auto/postmortem

Documenting a driver incident or rollback.

  

auto/ready-to-merge

Reviewer has APPROVED this PR and no later REQUEST_CHANGES is outstanding. The merge driver requires this label to even consider a PR for merging. Set by the reviewer worker on APPROVE; cleared on REQUEST_CHANGES.

  

auto/restart-throttled

Train repeatedly lost master-tempo races. Driver excludes via merge_cycle until cooldown elapses; label persists as visible history.

  

auto/revert

Revert PR backing out an invariant violation. Fast-tracked through the merge driver.

  

auto/sentinel

Sentinel PR duplicated from upstream into a personal fork by tools/duplicate_prs_to_fork.py for pipeline testing. Lives only in the fork; the canonical pipeline never sees it.

  

auto/stale-inactivity

No implementer activity for N days. Flagged for human review. Auto-cleared on next push to head branch.

  

auto/unstable

Repeatedly fails on current master (>= 3 ci-fail-on-rebased-sha releases in 12 h). Excluded from driver until human triage.

  

Blocked

A ticket in a blocked state and unable to complete until some other task is completed first.

  

Bounty

$100

A bounty of $100 for any open-source contributor who provides a MR that solves this issue

  

Bounty

$1000

A bounty of $1000 for any open-source contributor who provides a MR that solves this issue

  

Bounty

$10000

A bounty of $10000 for any open-source contributor who provides a MR that solves this issue

  

Bounty

$20

A bounty of $20 for any open-source contributor who provides a MR that solves this issue

  

Bounty

$2000

A bounty of $2000 for any open-source contributor who provides a MR that solves this issue

  

Bounty

$250

A bounty of $250 for any open-source contributor who provides a MR that solves this issue

  

Bounty

$50

A bounty of $50 for any open-source contributor who provides a MR that solves this issue

  

Bounty

$500

A bounty of $500 for any open-source contributor who provides a MR that solves this issue

  

Bounty

$5000

A bounty of $5000 for any open-source contributor who provides a MR that solves this issue

  

Bounty

$750

A bounty of $750 for any open-source contributor who provides a MR that solves this issue

  

MoSCoW

Could have

Could have feature in order to satisfy the epic/legendary.

  

MoSCoW

Must have

Must have feature in order to satisfy the epic/legendary.

  

MoSCoW

Should have

Should have feature in order to satisfy the epic/legendary.

  

Needs Feedback

There are questions in the ticket that can not be completed until the project owner provides clarity.

  

Points

1

1 man-hours worth of work for an expert with no learning curve.

  

Points

13

13 man-hours worth of work for an expert with no learning curve.

  

Points

2

2 man-hours worth of work for an expert with no learning curve.

  

Points

21

21 man-hours worth of work for an expert with no learning curve.

  

Points

3

3 man-hours worth of work for an expert with no learning curve.

  

Points

34

34 man-hours worth of work for an expert with no learning curve.

  

Points

5

5 man-hours worth of work for an expert with no learning curve.

  

Points

55

55 man-hours worth of work for an expert with no learning curve.

  

Points

8

8 man-hours worth of work for an expert with no learning curve.

  

Points

88

88 man-hours worth of work for an expert with no learning curve.

  

Priority

Backlog

This ticket has backlogged priority and is not to be worked on yet

  

Priority

CI Blocker

Critical priority issue that blocks CI/CD pipeline and prevents PR merges

  

Priority

Critical

The priority is critical

  

Priority

High

The priority is high

  

Priority

Low

The priority is low

  

Priority

Medium

The priority is medium

  

Signed-off: Owner

When an epic or legendary is in review it must be signed off by owner, tech lead, and scrum master before being marked as completed.

  

Signed-off: Scrum Master

When an epic or legendary is in review it must be signed off by owner, tech lead, and scrum master before being marked as completed.

  

Signed-off: Tech Lead

When an epic or legendary is in review it must be signed off by owner, tech lead, and scrum master before being marked as completed.

  

Spike

A ticket for learning a tool or technology that is needed to be able to do future planning and design.

  

State

Completed

The ticket has been fully implemented, completed, and merged with the source code. This label should only be applied once a ticket is closed.

  

State

Duplicate

A ticket that represents the same content as an existing ticket.

  

State

In Progress

A ticket that is actively being developed.

  

State

In Review

A ticket that has had some code completed to implement but is waiting to pass peer review and is not yet merged in.

  

State

Paused

This ticket's work started but wasn't finished. It's on hold (likely in a feature branch) and will be resumed later, either due to a blocker or a delay.

  

State

Unverified

All new tickets start in this state. A developer may set it to show the ticket is unverified. This means we haven't agreed to work on it. It will either move to a verified state or be closed as wontdo.

  

State

Verified

The issue has been verified by a developer as legitimate. It will be worked on and verified tickets are now considered part of the backlog.

  

State

Wont Do

This ticket has been decided it wont be done. This may mean the bug has been determined to not be real (cant verify) or the feature is one we have decided we dont want to adopt.

  

Type

Automation

Any edits or discussion about the AI automated coding system.

  

Type

Bug

Something that doesnt work as intended.

  

Type

Discussion

Anytime a ticket represents a discussion about a subject and doesnt fall into one of the other categories.

  

Type

Documentation

An error or improvement needed in the documentation.

  

Type

Epic

Any first tier epic. That is, an epic which contains only issues as children and will not have sub-epics.

  

Type

Feature

Some new functionality not present.

  

Type

Legendary

A type of Epic which will contain other Epics.

  

Type

Refactor

A code change that restructures existing code without changing its external behavior.

  

Type

Support

Someone needs help using the project.

  

Type

Task

A generic task that doesnt fit into the other type categories.

  

Type

Testing

Work exclusively focusing on fixing or expanding testing.

No labels

auto/needs-reevaluation

controller-managed

auto/blocked-by-deps

auto/ci-timeout

auto/claimed-implementer

auto/claimed-merge

auto/claimed-reviewer

auto/driver-down

auto/invariant-violation

auto/last-attempt-tier-0

auto/last-attempt-tier-1

auto/last-attempt-tier-2

auto/last-attempt-tier-min

Automation Tracking

auto/needs-conflict-resolution

auto/needs-implementer

auto/postmortem

auto/ready-to-merge

auto/restart-throttled

auto/revert

auto/sentinel

auto/stale-inactivity

auto/unstable

Blocked

Bounty

$100

Bounty

$1000

Bounty

$10000

Bounty

$20

Bounty

$2000

Bounty

$250

Bounty

$50

Bounty

$500

Bounty

$5000

Bounty

$750

MoSCoW

Could have

MoSCoW

Must have

MoSCoW

Should have

Needs Feedback

Points

1

Points

13

Points

2

Points

21

Points

3

Points

34

Points

5

Points

55

Points

8

Points

88

Priority

Backlog

Priority

CI Blocker

Priority

Critical

Priority

High

Priority

Low

Priority

Medium

Signed-off: Owner

Signed-off: Scrum Master

Signed-off: Tech Lead

Spike

State

Completed

State

Duplicate

State

In Progress

State

In Review

State

Paused

State

Unverified

State

Verified

State

Wont Do

Type

Automation

Type

Bug

Type

Discussion

Type

Documentation

Type

Epic

Type

Feature

Type

Legendary

Type

Refactor

Type

Support

Type

Task

Type

Testing

Milestone

Clear milestone

No items

No milestone

Projects

Clear projects

No items

No project

Assignees

Clear assignees

No assignees

freemo

2 participants

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Due date

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Depends on

#6884 docs(spec): architecture cycle 25 — model_tier, autonomous shell blocking, in-actor compaction, uncertainty band escalation

cleveragents/cleveragents-core

Reference

cleveragents/cleveragents-core#6760

No description provided.